Selecting Service Providers with Neural Networks: Evidence from Car Service Providers

다국어 초록 (Multilingual Abstract)

The research goal is to test the ability of neural networks to solve management problems, e.g. to select a car service provider. To achieve this, the authors proposed a reliability scale of a car service provider and obtained a dependence to assess this reliability. These procedures provided the data that were used to train a neural network. The authors applied the expert method to obtain the weights of the parameters describing car service providers. The opinions of experts were used to compile the characteristics of the car service providers. These data helped train neural networks to identify the most optimal parameters for solving this problem – to select of a car service provider. The conducted research confirms the ability of neural networks to solve management problems of choosing service providers. The study revealed the most appropriate type and structure of the neural network for dealing with such a management task. The findings of the study can be used to create a software product that can help managers choose a service provider. Besides the authors proposed the criteria for identifying changes in the quality of services provided.

목차 (Table of Contents)

• ABSTRACT
• 1. INTRODUCTION
• 2. LITERATURE REVIEW
• 3. METHOD
• 4. RESULTS
• 5. DISCUSSION
• 6. CONCLUSION
• REFERENCES

참고문헌 (Reference)

1 Mahmood, M., "Using artificial neural network for multimedia information retrieval" 54 (54): 2019

2 Otter, C., "Towards sustainable logistics : Study of alternative delivery facets" 4 (4): 460-476, 2017

3 Zitkiene, R., "The impact of outsourcing implementation on service companies" 6 (6): 342-355, 2018

4 Muhammad, K., "The effects of electronic human resource management on financial institutes" 02 (02): 1-5, 2018

5 Gumel, F., "The effects of European Negotiatory state of Turkey on local management" 1 (1): 57-62, 2017

6 Kvet, M., "Temporal data performance optimization using preprocessing layer" 3 (3): 13-, 2018

7 Dobronravov, A. N., "Subcontraction and outsourcing" 3 : 43-48, 2003

8 Ahmadi, F., "Study of relation between business model and sensemaking decisions" 02 (02): 99-108, 2018

9 Farzadnia, E., "Study of hospital quality management and improvement rates in the hospitals" 01 (01): 7-11, 2017

10 Zhatkin, D., "Russian literary-critical reception of Burns at turning of the XIX–XX centuries" 34 (34): 277-300, 2018

11 Khairov, B. G., "Regulation of financial flows of technological modernization in the conditions of liberalization of the country’s economy" 3 (3): 99-103, 2015

12 Falat, L., "Quantitative modeling in economics with advanced artificial neural networks" 34 : 194-201, 2015

13 Novikova, N. V., "Planning of new products technological mastering and its influence on economic indicators of companies" 6 (6): 65-70, 2016

14 Quinn, J. B., "Outsourcing innovation: The new engine of growth"

15 Shestoperov, A. M., "Outsourcing in private and state organizations" 98-104, 2014

16 Cabral, S., "Outsourcing failure and reintegration : The influence of contractual and external factors" 47 (47): 365-378, 2014

17 Fixler, D. J., "Outsourcing and productivity growth in services, structural change and economic dynamics" 10 (10): 177-194, 1999

18 Sharif, A., "Online businesses and influence of e-marketing on customer satisfaction" 1 (1): 89-93, 2017

19 Hadley, G., "Nonlinear and Dynamic Programming" Addison-Wesley 1964

20 Johnson, J., "Modern Logistics" Williams 2002

21 Lukinsky, V. V., "Models of inventory management based on the integration of financial and material flows in supply chains" 1 : 103-113, 2012

22 Lambert, D. M., "Measuring and selling the value of logistics" 13 (13): 1-18, 2000

23 Khairov, B. G., "Logistics for Bachelors" INFRA-M 2016

24 Christopher, M., "Logistics and Supply Chain Management" Macmillan Publishers India 2005

25 Dybskaya, V., "Integration and Optimization of Logistics Business Processes in Supply Chains" Eksmo 2008

26 Mazur, V. V., "Innovation clusters : Advantages and disadvantages" 6 (6): 270-274, 2016

27 Shukla, S., "Innovation and economic growth : A case of India" 5 (5): 64-70, 2017

28 Ahmadi, A. A., "Information technology; a facilitator for improving dynamic capabilities through knowledge management utilization" 2 (2): 27-36, 2014

29 Khairova, S. M., "Cyclic-temporal competitive advantages of the national economy and entrepreneurship development" 6 (6): 64-71, 2015

30 Rustamova, I., "Conceptual foundations of service industries intangible assets’ management" 1 : 2013

31 Bentley, B., "College students’ understanding of fraction operations" 13 (13): 233-247, 2018

32 Tyapukhin, A., "Coding and graphic interpretation of the parameters of the logistics flows" 4 : 2013

33 Kushnirov, V. B., "Aspects of taking a decision on outsourcing" 2005

34 Salih, S. Q., "A new training method based on black hole algorithm for convolutional neural network" 54 (54): 2019